Currently a post-doctoral researcher at the Sugiyama Lab, National Institute of Informatics with a keen interest on Machine Learning approaches to Software Engineering. My interests lie in structured approaches to modeling source code, program synthesis, understanding defect prediction, and the testing oracle problem. I received my PhD from University College London (UCL), where I worked under the supervision of Prof Earl T. Barr on improving project health by applying Machine Learning to problems from Software Engineering.